Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	7255
Missing cells	138
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	680.3 KiB
Average record size in memory	96.0 B

Variable types

Numeric	10
Text	2

Alerts

`protein fat ratio` has 107 (1.5%) infinite values	Infinite
`protein fat ratio` has 138 (1.9%) missing values	Missing
`Grams` is highly skewed (γ1 = 30.13655217)	Skewed
`Fiber` is highly skewed (γ1 = 29.42332236)	Skewed
`Unnamed: 0` has unique values	Unique
`Protein` has 222 (3.1%) zeros	Zeros
`Fat` has 245 (3.4%) zeros	Zeros
`Sat.Fat` has 378 (5.2%) zeros	Zeros
`Fiber` has 1726 (23.8%) zeros	Zeros
`Carbs` has 474 (6.5%) zeros	Zeros
`protein fat ratio` has 84 (1.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 07:18:27.943614
Analysis finished	2023-12-10 07:19:33.428835
Duration	1 minute and 5.49 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

UNIQUE

Distinct	7255
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3788.1184

Minimum	0
Maximum	7417
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	525.7
Q1	1976.5
median	3790
Q3	5603.5
95-th percentile	7054.3
Maximum	7417
Range	7417
Interquartile range (IQR)	3627

Descriptive statistics

Standard deviation	2097.7533
Coefficient of variation (CV)	0.55377185
Kurtosis	-1.1923858
Mean	3788.1184
Median Absolute Deviation (MAD)	1814
Skewness	-0.0054352377
Sum	27482799
Variance	4400569.1
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
4982	1	< 0.1%
5008	1	< 0.1%
5007	1	< 0.1%
5006	1	< 0.1%
5005	1	< 0.1%
5004	1	< 0.1%
5003	1	< 0.1%
5002	1	< 0.1%
5001	1	< 0.1%
Other values (7245)	7245	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
7417	1	< 0.1%
7416	1	< 0.1%
7415	1	< 0.1%
7414	1	< 0.1%
7413	1	< 0.1%
7412	1	< 0.1%
7411	1	< 0.1%
7410	1	< 0.1%
7409	1	< 0.1%
7408	1	< 0.1%

Food
Text

Distinct	7241
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	56.8 KiB

Length

Max length	184
Median length	110
Mean length	39.240937
Min length	3

Characters and Unicode

Total characters	284693
Distinct characters	73
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7228 ?
Unique (%)	99.6%

Sample

1st row	Cows' milk
2nd row	Butter milk
3rd row	Evaporated, undiluted
4th row	Fortified milk
5th row	Powdered milk

Value	Count	Frequency (%)
with	2241	5.0%
or	1539	3.5%
and	1221	2.7%
fat	1055	2.4%
added	631	1.4%
sauce	619	1.4%
cooked	592	1.3%
as	587	1.3%
to	577	1.3%
ns	561	1.3%
Other values (1843)	34862	78.4%

Most occurring characters

Value	Count	Frequency (%)
	37246	13.1%
e	28653	10.1%
a	22273	7.8%
o	17517	6.2%
t	17011	6.0%
r	16121	5.7%
d	13192	4.6%
i	13131	4.6%
n	12417	4.4%
,	12397	4.4%
Other values (63)	94735	33.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	220686	77.5%
Space Separator	37246	13.1%
Other Punctuation	13101	4.6%
Uppercase Letter	11397	4.0%
Dash Punctuation	1134	0.4%
Close Punctuation	446	0.2%
Open Punctuation	446	0.2%
Decimal Number	237	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	28653	13.0%
a	22273	10.1%
o	17517	7.9%
t	17011	7.7%
r	16121	7.3%
d	13192	6.0%
i	13131	6.0%
n	12417	5.6%
s	10852	4.9%
c	9433	4.3%
Other values (16)	60086	27.2%

Uppercase Letter

Value	Count	Frequency (%)
C	1909	16.8%
S	1727	15.2%
P	1250	11.0%
N	969	8.5%
B	763	6.7%
F	737	6.5%
M	496	4.4%
R	481	4.2%
T	449	3.9%
G	386	3.4%
Other values (16)	2230	19.6%

Other Punctuation

Value	Count	Frequency (%)
,	12397	94.6%
/	329	2.5%
;	186	1.4%
'	74	0.6%
%	67	0.5%
"	25	0.2%
.	16	0.1%
&	6	< 0.1%
:	1	< 0.1%

Decimal Number

Value	Count	Frequency (%)
0	109	46.0%
1	74	31.2%
2	32	13.5%
5	9	3.8%
4	6	2.5%
3	4	1.7%
9	2	0.8%
7	1	0.4%

Space Separator

Value	Count	Frequency (%)
	37246	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1134	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	446	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	446	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	232083	81.5%
Common	52610	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	28653	12.3%
a	22273	9.6%
o	17517	7.5%
t	17011	7.3%
r	16121	6.9%
d	13192	5.7%
i	13131	5.7%
n	12417	5.4%
s	10852	4.7%
c	9433	4.1%
Other values (42)	71483	30.8%

Common

Value	Count	Frequency (%)
	37246	70.8%
,	12397	23.6%
-	1134	2.2%
)	446	0.8%
(	446	0.8%
/	329	0.6%
;	186	0.4%
0	109	0.2%
'	74	0.1%
1	74	0.1%
Other values (11)	169	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284693	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	37246	13.1%
e	28653	10.1%
a	22273	7.8%
o	17517	6.2%
t	17011	6.0%
r	16121	5.7%
d	13192	4.6%
i	13131	4.6%
n	12417	4.4%
,	12397	4.4%
Other values (63)	94735	33.3%

Grams
Real number (ℝ)

SKEWED

Distinct	65
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.20028

Minimum	12
Maximum	1419
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	12
5-th percentile	100
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	1419
Range	1407
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.067842
Coefficient of variation (CV)	0.25758667
Kurtosis	1242.3385
Mean	101.20028
Median Absolute Deviation (MAD)	0
Skewness	30.136552
Sum	734208
Variance	679.5324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	7099	97.8%
85	23	0.3%
250	11	0.2%
50	10	0.1%
200	6	0.1%
346	6	0.1%
110	5	0.1%
40	4	0.1%
120	4	0.1%
70	4	0.1%
Other values (55)	83	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	< 0.1%
14	3	< 0.1%
16	1	< 0.1%
20	3	< 0.1%
23	3	< 0.1%
28	3	< 0.1%
30	3	< 0.1%
40	4	0.1%
50	10	0.1%
52	1	< 0.1%

Value	Count	Frequency (%)
1419	1	< 0.1%
976	1	< 0.1%
925	1	< 0.1%
540	1	< 0.1%
454	2	< 0.1%
346	6	0.1%
300	1	< 0.1%
270	1	< 0.1%
260	1	< 0.1%
257	1	< 0.1%

Calories
Real number (ℝ)

Distinct	5447
Distinct (%)	75.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.44657

Minimum	0
Maximum	1373
Zeros	27
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	31.469
Q1	83.35
median	165.5
Q3	276.395
95-th percentile	475.29
Maximum	1373
Range	1373
Interquartile range (IQR)	193.045

Descriptive statistics

Standard deviation	146.19606
Coefficient of variation (CV)	0.73300865
Kurtosis	2.6384451
Mean	199.44657
Median Absolute Deviation (MAD)	93.61
Skewness	1.2833682
Sum	1446984.8
Variance	21373.287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.4%
65.33	20	0.3%
66.53	16	0.2%
65.54	16	0.2%
900	15	0.2%
66.41	15	0.2%
205.26	13	0.2%
66.04	11	0.2%
177.67	11	0.2%
65.01	10	0.1%
Other values (5437)	7101	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	0.4%
0.32	1	< 0.1%
0.4	9	0.1%
0.48	1	< 0.1%
0.52	1	< 0.1%
0.53	1	< 0.1%
0.54	1	< 0.1%
0.56	1	< 0.1%
0.6	1	< 0.1%
0.66	5	0.1%

Value	Count	Frequency (%)
1373	1	< 0.1%
1225	1	< 0.1%
1100	1	< 0.1%
992	1	< 0.1%
900.26	1	< 0.1%
900	15	0.2%
899.73	1	< 0.1%
896.44	1	< 0.1%
895.26	1	< 0.1%
838.54	1	< 0.1%

Protein
Real number (ℝ)

ZEROS

Distinct	2116
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7129318

Minimum	-1
Maximum	232
Zeros	222
Zeros (%)	3.1%
Negative	1
Negative (%)	< 0.1%
Memory size	56.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	0.16
Q1	2.22
median	6.2
Q3	12.255
95-th percentile	25.243
Maximum	232
Range	233
Interquartile range (IQR)	10.035

Descriptive statistics

Standard deviation	8.9558154
Coefficient of variation (CV)	1.0278762
Kurtosis	62.180572
Mean	8.7129318
Median Absolute Deviation (MAD)	4.52
Skewness	3.9870392
Sum	63212.32
Variance	80.20663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	222	3.1%
0.1	35	0.5%
2	34	0.5%
3	30	0.4%
1.4	29	0.4%
0.3	29	0.4%
0.2	29	0.4%
1.6	23	0.3%
1.38	23	0.3%
4	23	0.3%
Other values (2106)	6778	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	1	< 0.1%
0	222	3.1%
0.01	3	< 0.1%
0.02	5	0.1%
0.03	5	0.1%
0.04	8	0.1%
0.05	4	0.1%
0.06	4	0.1%
0.07	5	0.1%
0.08	14	0.2%

Value	Count	Frequency (%)
232	1	< 0.1%
114	2	< 0.1%
89	1	< 0.1%
78.13	2	< 0.1%
76.25	1	< 0.1%
66.67	1	< 0.1%
64.06	1	< 0.1%
62.82	2	< 0.1%
61.3	1	< 0.1%
58.94	1	< 0.1%

Fat
Real number (ℝ)

ZEROS

Distinct	2112
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0930172

Minimum	0
Maximum	233
Zeros	245
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07
Q1	2.06
median	5.55
Q3	12.71
95-th percentile	27.993
Maximum	233
Range	233
Interquartile range (IQR)	10.65

Descriptive statistics

Standard deviation	11.606483
Coefficient of variation (CV)	1.2764172
Kurtosis	36.526698
Mean	9.0930172
Median Absolute Deviation (MAD)	4.61
Skewness	4.2214346
Sum	65969.84
Variance	134.71045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	245	3.4%
0.1	77	1.1%
0.2	51	0.7%
0.3	32	0.4%
0.08	31	0.4%
3.49	31	0.4%
0.02	29	0.4%
1	29	0.4%
0.07	26	0.4%
3.41	25	0.3%
Other values (2102)	6679	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	245	3.4%
0.01	18	0.2%
0.02	29	0.4%
0.03	13	0.2%
0.04	14	0.2%
0.05	11	0.2%
0.06	11	0.2%
0.07	26	0.4%
0.08	31	0.4%
0.09	15	0.2%

Value	Count	Frequency (%)
233	1	< 0.1%
115	2	< 0.1%
110	1	< 0.1%
100	16	0.2%
99.98	1	< 0.1%
99.97	1	< 0.1%
99.48	1	< 0.1%
99.1	1	< 0.1%
92.18	1	< 0.1%
87.34	1	< 0.1%

Sat.Fat
Real number (ℝ)

ZEROS

Distinct	3504
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9873482

Minimum	0
Maximum	234
Zeros	378
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	1.465
Q3	3.757
95-th percentile	10.1295
Maximum	234
Range	234
Interquartile range (IQR)	3.257

Descriptive statistics

Standard deviation	5.6242402
Coefficient of variation (CV)	1.8826865
Kurtosis	466.55984
Mean	2.9873482
Median Absolute Deviation (MAD)	1.305
Skewness	14.975202
Sum	21673.211
Variance	31.632077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	378	5.2%
0.002	40	0.6%
0.4	19	0.3%
0.009	18	0.2%
1	18	0.2%
0.014	18	0.2%
1.429	17	0.2%
0.02	17	0.2%
0.018	17	0.2%
1.24	16	0.2%
Other values (3494)	6697	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	378	5.2%
0.001	9	0.1%
0.002	40	0.6%
0.003	10	0.1%
0.004	8	0.1%
0.005	9	0.1%
0.006	12	0.2%
0.007	5	0.1%
0.008	14	0.2%
0.009	18	0.2%

Value	Count	Frequency (%)
234	1	< 0.1%
116	2	< 0.1%
92	1	< 0.1%
88	1	< 0.1%
82.5	1	< 0.1%
61.924	1	< 0.1%
51.368	3	< 0.1%
46.24	1	< 0.1%
46.235	1	< 0.1%
45.39	3	< 0.1%

Fiber
Real number (ℝ)

SKEWED ZEROS

Distinct	164
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7558112

Minimum	0
Maximum	235
Zeros	1726
Zeros (%)	23.8%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1
median	1
Q3	2.1
95-th percentile	6.3
Maximum	235
Range	235
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.269807
Coefficient of variation (CV)	2.4318145
Kurtosis	1385.9865
Mean	1.7558112
Median Absolute Deviation (MAD)	1
Skewness	29.423322
Sum	12738.41
Variance	18.231252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1726	23.8%
0.6	313	4.3%
1.2	214	2.9%
1	207	2.9%
0.2	204	2.8%
0.9	203	2.8%
0.4	201	2.8%
1.1	196	2.7%
0.7	190	2.6%
0.3	188	2.6%
Other values (154)	3613	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1726	23.8%
0.1	175	2.4%
0.2	204	2.8%
0.3	188	2.6%
0.31	1	< 0.1%
0.4	201	2.8%
0.5	138	1.9%
0.6	313	4.3%
0.7	190	2.6%
0.8	184	2.5%

Value	Count	Frequency (%)
235	1	< 0.1%
117	2	< 0.1%
67.5	1	< 0.1%
46.2	1	< 0.1%
42.8	1	< 0.1%
37.5	1	< 0.1%
37	1	< 0.1%
29.3	1	< 0.1%
27.3	2	< 0.1%
26.9	1	< 0.1%

Carbs
Real number (ℝ)

ZEROS

Distinct	3137
Distinct (%)	43.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.943391

Minimum	0
Maximum	236
Zeros	474
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.565
median	13.29
Q3	26.405
95-th percentile	71.64
Maximum	236
Range	236
Interquartile range (IQR)	20.84

Descriptive statistics

Standard deviation	22.468601
Coefficient of variation (CV)	1.0728254
Kurtosis	4.7151198
Mean	20.943391
Median Absolute Deviation (MAD)	9.15
Skewness	1.7861498
Sum	151944.3
Variance	504.83802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	474	6.5%
0.1	88	1.2%
12.51	36	0.5%
13.1	30	0.4%
9.85	30	0.4%
6.87	23	0.3%
9.86	16	0.2%
1	15	0.2%
7.45	15	0.2%
0.2	14	0.2%
Other values (3127)	6514	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	474	6.5%
0.01	3	< 0.1%
0.03	2	< 0.1%
0.04	3	< 0.1%
0.05	2	< 0.1%
0.06	9	0.1%
0.07	5	0.1%
0.08	3	< 0.1%
0.09	12	0.2%
0.1	88	1.2%

Value	Count	Frequency (%)
236	1	< 0.1%
229	1	< 0.1%
216	1	< 0.1%
199	1	< 0.1%
154	1	< 0.1%
119	1	< 0.1%
118	2	< 0.1%
100	2	< 0.1%
99.77	1	< 0.1%
99.6	2	< 0.1%

Category
Text

Distinct	2445
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Memory size	56.8 KiB

Length

Max length	79
Median length	62
Mean length	14.102274
Min length	3

Characters and Unicode

Total characters	102312
Distinct characters	71
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1754 ?
Unique (%)	24.2%

Sample

1st row	Dairy products
2nd row	Dairy products
3rd row	Dairy products
4th row	Dairy products
5th row	Dairy products

Value	Count	Frequency (%)
or	665	4.0%
with	664	4.0%
and	494	3.0%
chicken	475	2.9%
sandwich	297	1.8%
egg	285	1.7%
rice	271	1.6%
beef	265	1.6%
sauce	234	1.4%
potato	229	1.4%
Other values (1347)	12697	76.6%

Most occurring characters

Value	Count	Frequency (%)
e	10829	10.6%
	9324	9.1%
a	8608	8.4%
r	6416	6.3%
o	6116	6.0%
t	5786	5.7%
i	5410	5.3%
s	5143	5.0%
n	4769	4.7%
c	3758	3.7%
Other values (61)	36153	35.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	83780	81.9%
Space Separator	9324	9.1%
Uppercase Letter	8355	8.2%
Other Punctuation	311	0.3%
Open Punctuation	185	0.2%
Close Punctuation	181	0.2%
Dash Punctuation	162	0.2%
Decimal Number	14	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10829	12.9%
a	8608	10.3%
r	6416	7.7%
o	6116	7.3%
t	5786	6.9%
i	5410	6.5%
s	5143	6.1%
n	4769	5.7%
c	3758	4.5%
l	3693	4.4%
Other values (16)	23252	27.8%

Uppercase Letter

Value	Count	Frequency (%)
C	1766	21.1%
P	1095	13.1%
B	753	9.0%
S	735	8.8%
F	486	5.8%
M	448	5.4%
T	411	4.9%
R	339	4.1%
G	277	3.3%
E	247	3.0%
Other values (16)	1798	21.5%

Other Punctuation

Value	Count	Frequency (%)
,	180	57.9%
'	62	19.9%
/	37	11.9%
"	22	7.1%
&	6	1.9%
%	2	0.6%
;	1	0.3%
:	1	0.3%

Decimal Number

Value	Count	Frequency (%)
0	4	28.6%
2	3	21.4%
3	2	14.3%
5	2	14.3%
1	1	7.1%
9	1	7.1%
7	1	7.1%

Space Separator

Value	Count	Frequency (%)
	9324	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	185	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	181	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	162	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	92135	90.1%
Common	10177	9.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10829	11.8%
a	8608	9.3%
r	6416	7.0%
o	6116	6.6%
t	5786	6.3%
i	5410	5.9%
s	5143	5.6%
n	4769	5.2%
c	3758	4.1%
l	3693	4.0%
Other values (42)	31607	34.3%

Common

Value	Count	Frequency (%)
	9324	91.6%
(	185	1.8%
)	181	1.8%
,	180	1.8%
-	162	1.6%
'	62	0.6%
/	37	0.4%
"	22	0.2%
&	6	0.1%
0	4	< 0.1%
Other values (9)	14	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	102312	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	10829	10.6%
	9324	9.1%
a	8608	8.4%
r	6416	6.3%
o	6116	6.0%
t	5786	5.7%
i	5410	5.3%
s	5143	5.0%
n	4769	4.7%
c	3758	3.7%
Other values (61)	36153	35.3%

Calorie per gram
Real number (ℝ)

Distinct	5502
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9965625

Minimum	0
Maximum	9.0181818
Zeros	27
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	56.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.31231
Q1	0.8292
median	1.655
Q3	2.76875
95-th percentile	4.80455
Maximum	9.0181818
Range	9.0181818
Interquartile range (IQR)	1.93955

Descriptive statistics

Standard deviation	1.462092
Coefficient of variation (CV)	0.73230464
Kurtosis	1.7860001
Mean	1.9965625
Median Absolute Deviation (MAD)	0.939
Skewness	1.1946321
Sum	14485.061
Variance	2.1377129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.4%
0.6533	20	0.3%
0.6554	16	0.2%
0.6653	16	0.2%
9	15	0.2%
0.6641	15	0.2%
2.0526	13	0.2%
1.7767	11	0.2%
0.6604	11	0.2%
3.273	10	0.1%
Other values (5492)	7101	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	0.4%
0.0032	1	< 0.1%
0.004	9	0.1%
0.0048	1	< 0.1%
0.0052	1	< 0.1%
0.0053	1	< 0.1%
0.0054	1	< 0.1%
0.0056	1	< 0.1%
0.006	1	< 0.1%
0.0066	5	0.1%

Value	Count	Frequency (%)
9.018181818	1	< 0.1%
9.0026	1	< 0.1%
9	15	0.2%
8.9973	1	< 0.1%
8.9644	1	< 0.1%
8.9526	1	< 0.1%
8.928571429	3	< 0.1%
8.3854	1	< 0.1%
8.22	1	< 0.1%
7.8794	1	< 0.1%

protein fat ratio
Real number (ℝ)

INFINITE MISSING ZEROS

Distinct	5237
Distinct (%)	73.6%
Missing	138
Missing (%)	1.9%
Infinite	107
Infinite (%)	1.5%
Mean	inf

Minimum	-0.14285714
Maximum	inf
Zeros	84
Zeros (%)	1.2%
Negative	1
Negative (%)	< 0.1%
Memory size	56.8 KiB

Quantile statistics

Minimum	-0.14285714
5-th percentile	0.17768301
Q1	0.56469356
median	1.1391231
Q3	2.6415929
95-th percentile	11.331328
Maximum	inf
Range	inf
Interquartile range (IQR)	2.0768994

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	0.74166907
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
inf	107	1.5%
0	84	1.2%
1	49	0.7%
2	44	0.6%
3	23	0.3%
4	20	0.3%
0.5	16	0.2%
0.3784530387	16	0.2%
5	16	0.2%
0.4340175953	15	0.2%
Other values (5227)	6727	92.7%
(Missing)	138	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.1428571429	1	< 0.1%
0	84	1.2%
0.001100220044	1	< 0.1%
0.001982406145	2	< 0.1%
0.002613776138	1	< 0.1%
0.002814636108	1	< 0.1%
0.002842334058	4	0.1%
0.003320357225	1	< 0.1%
0.00625798212	3	< 0.1%
0.007766470273	1	< 0.1%

Value	Count	Frequency (%)
inf	107	1.5%
506	1	< 0.1%
296.5	2	< 0.1%
110	1	< 0.1%
77	1	< 0.1%
73.5	1	< 0.1%
64.11764706	1	< 0.1%
63.94117647	2	< 0.1%
61.75	1	< 0.1%
58.66666667	1	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Unnamed: 0	Food	Grams	Calories	Protein	Fat	Sat.Fat	Fiber	Carbs	Category	Calorie per gram	protein fat ratio
0	0	Cows' milk	976	660.0	32.0	40.0	36.0	0.0	48.0	Dairy products	0.676230	0.800000
1	2	Butter milk	246	127.0	9.0	5.0	4.0	0.0	13.0	Dairy products	0.516260	1.800000
2	3	Evaporated, undiluted	252	345.0	16.0	20.0	18.0	0.0	24.0	Dairy products	1.369048	0.800000
3	4	Fortified milk	1419	1373.0	89.0	42.0	23.0	1.4	119.0	Dairy products	0.967583	2.119048
4	5	Powdered milk	103	515.0	27.0	28.0	24.0	0.0	39.0	Dairy products	5.000000	0.964286
5	8	Goats' milk	244	165.0	8.0	10.0	8.0	0.0	11.0	Dairy products	0.676230	0.800000
6	9	(1/2 cup ice cream)	540	690.0	24.0	24.0	22.0	0.0	70.0	Dairy products	1.277778	1.000000
7	10	Cocoa	252	235.0	8.0	11.0	10.0	0.0	26.0	Dairy products	0.932540	0.727273
8	11	skim. milk	250	128.0	18.0	4.0	3.0	1.0	13.0	Dairy products	0.512000	4.500000
9	12	(cornstarch)	248	275.0	9.0	10.0	9.0	0.0	40.0	Dairy products	1.108871	0.900000

	Unnamed: 0	Food	Grams	Calories	Protein	Fat	Sat.Fat	Fiber	Carbs	Category	Calorie per gram	protein fat ratio
7245	7408	Cauliflower, cooked, as ingredient	100	31.33	2.00	0.29	0.135	2.1	5.18	Cauliflower	0.3133	6.896552
7246	7409	Eggplant, cooked, as ingredient	100	31.19	1.05	0.19	0.037	3.2	6.32	Eggplant	0.3119	5.526316
7247	7410	Green beans, cooked, as ingredient	100	38.75	1.91	0.23	0.052	2.8	7.26	Green beans	0.3875	8.304348
7248	7411	Summer squash, cooked, as ingredient	100	24.83	1.31	0.35	0.104	1.2	4.11	Summer squash	0.2483	3.742857
7249	7412	Dark green vegetables as ingredient in omelet	100	37.00	2.97	0.40	0.078	2.5	5.38	Dark green vegetables as ingredient in omelet	0.3700	7.425000
7250	7413	Tomatoes as ingredient in omelet	100	28.43	1.11	0.23	0.038	1.6	5.48	Tomatoes as ingredient in omelet	0.2843	4.826087
7251	7414	Other vegetables as ingredient in omelet	100	36.50	3.46	0.38	0.061	1.4	4.81	Other vegetables as ingredient in omelet	0.3650	9.105263
7252	7415	Vegetables as ingredient in curry	100	55.35	1.81	0.19	0.051	2.2	11.60	Vegetables as ingredient in curry	0.5535	9.526316
7253	7416	Sauce as ingredient in hamburgers	100	279.57	1.34	22.85	3.544	0.6	17.14	Sauce as ingredient in hamburgers	2.7957	0.058643
7254	7417	Industrial oil as ingredient in food	100	900.00	0.00	100.00	32.672	0.0	0.00	Industrial oil as ingredient in food	9.0000	0.000000

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Dash Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample